{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">### 🚩 *Create a free WhyLabs account to complete this example!*<br> \n",
    ">*Did you know you can store, visualize, and monitor whylogs profiles with the [WhyLabs Observability Platform](https://whylabs.ai/whylabs-free-sign-up?utm_source=github&utm_medium=referral&utm_campaign=langkit)? Sign up for a [free WhyLabs account](https://whylabs.ai/whylogs-free-signup?utm_source=github&utm_medium=referral&utm_campaign=LLM_to_WhyLabs) to leverage the power of whylogs and WhyLabs together!*"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Writing Profiles to WhyLabs"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/whylabs/LanguageToolkit/blob/main/langkit/examples/LLM_to_WhyLabs.ipynb)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, we'll show how to send your LLM metrics to your monitoring dashboard at WhyLabs Platform.\n",
    "We will:\n",
    "\n",
    "- Define environment variables with the appropriate Credentials and IDs\n",
    "- Log LLM prompts and responses into a profile\n",
    "- Use a whylogs telemetry agent to gather statistics on the prompts/response and send these to WhyLabs\n",
    "- View the systematic telemetry on your LLM in WhyLabs.\n",
    "\n",
    "> Don't want to bother with setting up your credentials or running live LLM interactions? We've already done it for you and uploaded LangKit telemetry from prompt/response LLM interactions to a public guest session in WhyLabs, no login required you can just click [here](https://hub.whylabsapp.com/resources/demo-llm-chatbot/columns/prompt.sentiment_nltk?dateRange=2023-06-08-to-2023-06-09&sortModelBy=LatestAlert&sortModelDirection=DESC&targetOrgId=demo&sessionToken=session-8gcsnbVy)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installing LangKit\n",
    "\n",
    "First, let's install __langkit__. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note: you may need to restart the kernel to use updated packages.\n",
    "%pip install langkit[all] -q"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ✔️ Setting the Environment Variables"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to send our profile to WhyLabs, let's first set up an account. You can skip this if you already have an account and a model set up.\n",
    "\n",
    "We will need three pieces of information:\n",
    "\n",
    "- API tokens for the LLM and WhyLabs\n",
    "- Organization ID for WhyLabs\n",
    "- Dataset ID for WhyLabs\n",
    "\n",
    "Go to [https://whylabs.ai/free](https://whylabs.ai/whylabs-free-sign-up?utm_source=github&utm_medium=referral&utm_campaign=langkit) and grab a free account. You can follow along with the examples if you wish, but if you’re interested in only following this demonstration, you can go ahead and skip the quick start instructions.\n",
    "\n",
    "After that, you’ll be prompted to create an API token. Once you create it, copy and store it locally. The second important information here is your org ID. Take note of it as well. After you get your API Token and Org ID, you can go to https://hub.whylabsapp.com/models to see your projects dashboard. You can create a new project and take note of it's ID (if it's a model project it will look like `model-xxxx`)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll now check if the required credentials are set as environment variables. In a production setting these would already be set as environment variables, but here we prompt you if they are missing. You can still run the example without these, but we won't use a live session with GPT."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langkit.config import check_or_prompt_for_api_keys\n",
    "from langkit.openai import ChatLog, send_prompt\n",
    "\n",
    "check_or_prompt_for_api_keys()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 📊 Profiling the Data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For demonstration, let's use some archived chat gpt response/prompts data from Hugging Face, or you can set the interactive parameter to true and interact with ChatGPT to see how it works in real time if you already have an openai api key."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from langkit.whylogs.rolling_logger import RollingLogger\n",
    "\n",
    "telemetry_agent = RollingLogger()\n",
    "\n",
    "INTERACTIVE = bool(os.getenv(\"OPENAI_API_KEY\")) # set to True to test out interacting with ChatGPT\n",
    "interactive_prompt = \"\"\n",
    "if INTERACTIVE:\n",
    "    print(f\"At any time input 'q' or anything that begins with q to quit. enter a question for the LLM\")\n",
    "    while True:\n",
    "        print()\n",
    "        interactive_prompt = input(\"ask chat gpt: \")\n",
    "        if interactive_prompt.startswith('q'):\n",
    "            break\n",
    "        response = send_prompt(interactive_prompt)\n",
    "        # use the agent to log a dictionary, these should be flat\n",
    "        # to get the best results, in this case we log the prompt and response text\n",
    "        telemetry_agent.log(response.to_dict())\n",
    "        print(response.to_dict(), flush=True)\n",
    "else:\n",
    "    from datasets import load_dataset\n",
    "\n",
    "    archived_chats = load_dataset('alespalla/chatbot_instruction_prompts', split=\"test\", streaming=True)\n",
    "    chats = iter(archived_chats)\n",
    "    for _ in range(100):\n",
    "      response = next(chats)\n",
    "      telemetry_agent.log(response)\n",
    "      print(response)\n",
    "    print(\"done profiling\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# In practice you can use context manager lifecycle events to automatically close\n",
    "# loggers, this helps trigger a write ahead of schedule to avoid truncating the last interval\n",
    "# data seen by the agent.\n",
    "telemetry_agent.close()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 🔍 A Look on the Other Side"
   ]
  },
  {
   "attachments": {
    "sentiment_in_whylabs.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, check your dashboard to verify everything went ok. At the __Profile__ tab, you should see something like this:![sentiment_in_whylabs.png](attachment:sentiment_in_whylabs.png)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This should give you a quick way to look at how your extracted metrics on the text prompts and responses, and these can be monitored over time!"
   ]
  }
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